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How to stop an AI agent from overspending

The failure mode (an agent with a card and no hard limit) and the four things a real control needs: pre-spend enforcement, real-money limits, granular rules, and an audit trail.

See the full comparison: How to control AI agent spending — 5 approaches compared →

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This guide compares general approaches to controlling autonomous-agent spending as of 2026. Every team's needs differ; evaluate against your own stack and risk tolerance.